{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "2d92f68c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f239fb8bfa0>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "pc_count=np.load('pc_count.npy')\n",
    "pc_count1=np.load('pc_count1.npy')\n",
    "\n",
    "plt.plot(pc_count)\n",
    "plt.plot(pc_count1)\n",
    "\n",
    "plt.xlabel('time')\n",
    "plt.ylabel('pc_count')\n",
    "plt.legend(['active','naive'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "4ca0cfa6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f239f7c7820>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pc_count=np.load('pc_count_2.npy')\n",
    "pc_count1=np.load('pc_count_3.npy')\n",
    "plt.plot(pc_count)\n",
    "plt.plot(pc_count1)\n",
    "\n",
    "\n",
    "plt.xlabel('time')\n",
    "plt.ylabel('pc_count')\n",
    "plt.legend(['active','naive'])"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
